The cognitive behaviors of a spiking-neuron based classical conditioning model

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Abstract

A spiking-neuron based cognitive model with classical conditioning behaviors is proposed. With a reflex arc structure and a reinforcement learning method based on the Hebb rule, the cognitive model possesses the property of 'stimulate-response-reinforcement' and can simulate the learning process of classical conditioning. An experiment on the inverted pendulum validated that this model can learn the balance control strategy by classical conditioning. © Springer-Verlag Berlin Heidelberg 2005.

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Zuo, G., Yang, B., & Ruan, X. (2005). The cognitive behaviors of a spiking-neuron based classical conditioning model. In Lecture Notes in Computer Science (Vol. 3645, pp. 939–948). Springer Verlag. https://doi.org/10.1007/11538356_97

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